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Machine Learning GTU (AI&ML/AI&DS/CSE(AI&ML) - BE05000211)
Syllabus Machine Learning - (BE05000211) Total Credits = TH / 30 Assessment Pattern and Marks Total Marks Theory Tutorial / Practical ESE (E) PA (M) PA (I) PBL (I) ESE (V) 03 70 30 20 30 50 200 Unit No. Content 1 Introduction What is Learning, Machine Learning, Comparison of machine learning with traditional programming, AI vs ML vs DL, Machine learning lifecycle, Types of machine learning: Supervised, Unsupervised and Reinforcement learning, Types of problems: Regression, Classification and Clustering, Dataset: Training, Testing, Underfitting, Overfitting, Bias-Variance Tradeoff. (Chapter - 1) 2 Supervised Learning - Regression Simple Linear regression, Multiple linear regression, Gradient Descent Algorithm, Polynomial Regression, Cost function. (Chapter - 2) 3 Supervised Learning Classification Logistic Regression, Decision Tree, CART, Support Vector machine, Nave bayes, K-NN, Dimensionality Reduction - PCA. (Chapter - 3) 4 Ensemble Learning and Model Evaluation Ensemble Methods: Bagging (Random Forest), Boosting (XGBoost), Model Evaluation and Validation: Confusion Matrix, Accuracy, Precision, Recall, ROC Curve, F1- score, Cross-validation techniques: k-fold, stratified k-fold. (Chapter - 4) 5 Unsupervised Learning Introduction of Unsupervised Learning, Application of unsupervised learning, Clustering algorithms - Partitioning Methods (k-means and k-Medoids), Hierarchical Methods (Agglomerative, Divisive), Density-based methods (DBSCAN). (Chapter - 5) 6 Advanced Topics Introduction to Neural Networks, overview of Reinforcement Learning, Components of Reinforcement learning, ML Tools: Numpy, Pandas, Tensorflow, Scikit Learn, Case Studies of Machine Learning Applications. (Chapter - 6)
Engineering Books Collection for 1st Year
Engineering Books Collection, Looking for quality engineering books at an affordable price? This collection includes Python for Everybody, Programming in ANSI C, Engineering Mechanics, Engineering Mathematics, Engineering Physics, Engineering Chemistry, Biology for Engineers, Electronics Fundamentals & Applications, Electrical Technology Vol. I & II, and Technical Communication. All books are in good condition, with clean pages and perfect for MAKAUT/Engineering students preparing for semester exams, assignments, and placements. Save money by buying original books instead of new ones. Reasonable price, well-maintained, and ready for immediate pickup/shipping.
Fundamentals of Data Structures in C
The classic data structure textbook provides a comprehensive and technically rigorous introduction to data structures such as arrays, stacks, queues, linked lists, trees and graphs, and techniques such as sorting hashing that form the basis of all software. In addition, it presents advanced of specialized data structures such as priority queues, efficient binary search trees, multiway search trees and digital search structures. The book now discusses topics such as weight biased leftist trees, pairing heaps, symmetric min-max heaps, interval heaps, top-down splay trees, B+ trees and suffix trees. Red-black trees have been made more accessible. The section on multiway tries has been significantly expanded and several trie variations and their application to Interner packet forwarding have been disused.
Computer Science: A Structured Programming Approach Using C 3rd Edit
The third edition of Computer Science: A Structured Programming Approach Using C continues to present both computer science theory and C-language syntax with a principle-before-implementation approach. Forouzan and Gilberg employ a clear organizational structure, supplemented by easy-to-follow figures, charts, and tables. The new edition has been thoroughly updated to reflect the new C99 standard, and includes a revised chapter sequence to better aid student learning. Features: Intended for a first course in the C programming language. Introduces programming principles before details of the C language are implemented. Emphasizes structured programming and software engineering. Contains robust end-of-chapter material, including Review Questions, Exercises and Projects. Table Of Contents: 1. Introduction to Computers2. Introduction to the C Language3. Structure of a C Program4. Functions5. Selection-Making Decisions6. Repetition7. Text Input/Output8. Arrays9. Pointers10. Pointer Applications11. Strings12. Enumerated, Structure, and Union Types13. Binary Input/Output14. Bitwise Operators15. ListsAppendicesA: Character SetsB: KeywordsC: FlowchartingD: Numbering SystemsE: Integer and Float LibrariesF: Function LibrariesG: Preprocessor CommandsH: Command-Line ArgumentsI: Pointers to Void and to FunctionsJ: Storage Classes and Type QualifiersK: Program DevelopmentL: Understanding Complex Declarations
Database Management Systems
Database Management Systems 3rd Edition (Indian Edition)Authors: Raghu Ramakrishnan and Johannes GehrkePublisher: McGraw Hill EducationSelling my used Database Management Systems textbook, suitable for B.Tech CSE/IT students and anyone studying database concepts.- Covers database management and related computer science topics.- Indian Edition, 3rd Edition.- Language: English.- Condition: Used, with visible cover scratches and wear. Please check the photos before buying.Price: 350.Message me if interested. Local pickup preferred; delivery can be discussed with the buyer.
Electronic Devices And Circuit Theory by Robert L. Boylestad , Louis
The eleventh edition of Electronic Devices and Circuit Theory offers students a complete, comprehensive coverage of the subject, focusing on all the essentials they will need to succeed on the job. Setting the standard for nearly 30 years, this highly accurate text is supported by strong pedagogy and content that is ideal for new students of this rapidly changing field. This text is an excellent reference work for anyone involved with electronic devices and other circuitry applications, such as electrical and technical engineers.
